A thread of some #FAT2020 paper presentations that translated between academic disciplines
As an interdisciplinary organisation, we’re excited about work that intersects and communicates across experience, which is crucial but can be under-recognised in academic contexts.
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‘Value-laden disciplinary shifts in machine learning’ @smithamilli@DotanRavit accessibly told#FAT2020 “accuracy is not neutral”, illustrated by ImageNet shifting idea of accuracy to favour accuracy in data-intensive, compute-intensive environments: https://dl.acm.org/doi/abs/10.1145/3351095.3373157 …1 reply 2 proslijeđena tweeta 6 korisnika označava da im se sviđaPrikaži ovu nit -
‘Garbage in, garbage out: do machine learning application papers in social computing report where human-labelled training data comes from?’ @staeiou took humanities approaches to structured content analysis and demonstrated their applicability to ML: https://dl.acm.org/doi/abs/10.1145/3351095.3372862 …1 reply 2 proslijeđena tweeta 7 korisnika označava da im se sviđaPrikaži ovu nit -
‘Towards a critical race methodology in algorithmic fairness’ @alexhanna presented expertise from critical race theory and sociology to examine how race and racial categories are & could be conceptualised & operationalised in algorithmic fairness work: https://dl.acm.org/doi/abs/10.1145/3351095.3372826 …1 reply 4 proslijeđena tweeta 7 korisnika označava da im se sviđaPrikaži ovu nit -
‘The human body is a black box: supporting clinical decision-making with deep learning’ @MarkSendak@m_c_elish et al. combined medicine, computer science, anthropology & more on an ML diagnosis-assisting tool for sepsis, as a socio-technical system: https://dl.acm.org/doi/abs/10.1145/3351095.3372827 …1 reply 1 proslijeđeni tweet 5 korisnika označava da im se sviđaPrikaži ovu nit -
‘Data in New Delhi’s predictive policing system’ translated between geographies: with much #FAT2020 focus on US predpol,@VidushiMarda@NittiGritties ethnographic study asks what Delhi tells us about future public sector AI in India & global South: https://dl.acm.org/doi/abs/10.1145/3351095.3372865 …1 reply 2 proslijeđena tweeta 9 korisnika označava da im se sviđaPrikaži ovu nit
Diverging from academic papers to creative folded paper: happening in parallel with #FAT2020 was the brilliant @ctrlz_ai_zines, bringing arts, creative, critical theory and activist lenses to socio-technical topics through printed zines, art and interactive workshops.
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We're excited to get reading! But what have we missed from #FAT2020 (or, renamed,#FAcctT2020)? What are your favourite works elsewhere that translate between disciplines thinking about data, AI, people and society?0 replies 0 proslijeđenih tweetova 4 korisnika označavaju da im se sviđaPrikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi
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